{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "wireless-underwear",
   "metadata": {},
   "source": [
    "### Box Plot with plotly.express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "horizontal-socket",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.box(df, x=\"time\", y=\"total_bill\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "consolidated-gabriel",
   "metadata": {},
   "source": [
    "### Display the underlying data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "signed-intellectual",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.box(df, x=\"time\", y=\"total_bill\", points=\"all\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "separated-laugh",
   "metadata": {},
   "source": [
    "### Choosing The Algorithm For Computing Quartiles\n",
    "\n",
    "you can also choose to use an exclusive or an inclusive algorithm to compute quartiles.\n",
    "\n",
    "The exclusive algorithm uses the median to divide the ordered dataset into two halves. If the sample is odd, it does not include the median in either half. Q1 is then the median of the lower half and Q3 is the median of the upper half.\n",
    "\n",
    "The inclusive algorithm also uses the median to divide the ordered dataset into two halves, but if the sample is odd, it includes the median in both halves. Q1 is then the median of the lower half and Q3 the median of the upper half."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "allied-hypothesis",
   "metadata": {},
   "source": [
    "#### Difference Between Quartile Algorithms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "through-velvet",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "import pandas as pd\n",
    "\n",
    "data = [1,2,3,4,5,6,7,8,9]\n",
    "df = pd.DataFrame(dict(\n",
    "    linear=data,\n",
    "    inclusive=data,\n",
    "    exclusive=data\n",
    ")).melt(var_name=\"quartilemethod\")\n",
    "\n",
    "\n",
    "fig = px.box(df, y=\"value\", facet_col=\"quartilemethod\", color=\"quartilemethod\",\n",
    "             boxmode=\"overlay\", points='all')\n",
    "\n",
    "fig.update_traces(quartilemethod=\"linear\", jitter=0, col=1)\n",
    "fig.update_traces(quartilemethod=\"inclusive\", jitter=0, col=2)\n",
    "fig.update_traces(quartilemethod=\"exclusive\", jitter=0, col=3)\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "welcome-polish",
   "metadata": {},
   "source": [
    "### Styled box plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "indoor-pension",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.tips()\n",
    "fig = px.box(df, x=\"time\", y=\"total_bill\", color=\"smoker\",\n",
    "             notched=True, # used notched shape\n",
    "             title=\"Box plot of total bill\",\n",
    "             hover_data=[\"day\"] # add day column to hover data\n",
    "            )\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "natural-determination",
   "metadata": {},
   "source": [
    "### Basic Horizontal Box Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "written-divorce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "fig = go.Figure(data=[go.Box(y=[0, 1, 1, 2, 3, 5, 8, 13, 21],\n",
    "            boxpoints='all', # can also be outliers, or suspectedoutliers, or False\n",
    "            jitter=0.3, # add some jitter for a better separation between points\n",
    "            pointpos=-1.8 # relative position of points wrt box\n",
    "              )])\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "curious-bachelor",
   "metadata": {},
   "source": [
    "### Box Plot With Precomputed Quartiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "awful-figure",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Box(y=[\n",
    "        [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ],\n",
    "        [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ],\n",
    "        [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9 ]\n",
    "      ], name=\"Precompiled Quartiles\"))\n",
    "\n",
    "fig.update_traces(q1=[ 1, 2, 3 ], median=[ 4, 5, 6 ],\n",
    "                  q3=[ 7, 8, 9 ], lowerfence=[-1, 0, 1],\n",
    "                  upperfence=[5, 6, 7], mean=[ 2.2, 2.8, 3.2 ],\n",
    "                  sd=[ 0.2, 0.4, 0.6 ], notchspan=[ 0.2, 0.4, 0.6 ] )\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "extended-rogers",
   "metadata": {},
   "source": [
    "### Box Plot Styling Mean & Standard Deviation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fresh-lighter",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Box(\n",
    "    y=[2.37, 2.16, 4.82, 1.73, 1.04, 0.23, 1.32, 2.91, 0.11, 4.51, 0.51, 3.75, 1.35, 2.98, 4.50, 0.18, 4.66, 1.30, 2.06, 1.19],\n",
    "    name='Only Mean',\n",
    "    marker_color='darkblue',\n",
    "    boxmean=True # represent mean\n",
    "))\n",
    "fig.add_trace(go.Box(\n",
    "    y=[2.37, 2.16, 4.82, 1.73, 1.04, 0.23, 1.32, 2.91, 0.11, 4.51, 0.51, 3.75, 1.35, 2.98, 4.50, 0.18, 4.66, 1.30, 2.06, 1.19],\n",
    "    name='Mean & SD',\n",
    "    marker_color='royalblue',\n",
    "    boxmean='sd' # represent mean and standard deviation\n",
    "))\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "elect-interaction",
   "metadata": {},
   "source": [
    "### Styling Outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "hidden-tractor",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Box(\n",
    "    y=[0.75, 5.25, 5.5, 6, 6.2, 6.6, 6.80, 7.0, 7.2, 7.5, 7.5, 7.75, 8.15,\n",
    "       8.15, 8.65, 8.93, 9.2, 9.5, 10, 10.25, 11.5, 12, 16, 20.90, 22.3, 23.25],\n",
    "    name=\"All Points\",\n",
    "    jitter=0.3,\n",
    "    pointpos=-1.8,\n",
    "    boxpoints='all', # represent all points\n",
    "    marker_color='rgb(7,40,89)',\n",
    "    line_color='rgb(7,40,89)'\n",
    "))\n",
    "\n",
    "fig.add_trace(go.Box(\n",
    "    y=[0.75, 5.25, 5.5, 6, 6.2, 6.6, 6.80, 7.0, 7.2, 7.5, 7.5, 7.75, 8.15,\n",
    "        8.15, 8.65, 8.93, 9.2, 9.5, 10, 10.25, 11.5, 12, 16, 20.90, 22.3, 23.25],\n",
    "    name=\"Only Whiskers\",\n",
    "    boxpoints=False, # no data points\n",
    "    marker_color='rgb(9,56,125)',\n",
    "    line_color='rgb(9,56,125)'\n",
    "))\n",
    "\n",
    "fig.add_trace(go.Box(\n",
    "    y=[0.75, 5.25, 5.5, 6, 6.2, 6.6, 6.80, 7.0, 7.2, 7.5, 7.5, 7.75, 8.15,\n",
    "        8.15, 8.65, 8.93, 9.2, 9.5, 10, 10.25, 11.5, 12, 16, 20.90, 22.3, 23.25],\n",
    "    name=\"Suspected Outliers\",\n",
    "    boxpoints='suspectedoutliers', # only suspected outliers\n",
    "    marker=dict(\n",
    "        color='rgb(8,81,156)',\n",
    "        outliercolor='rgba(219, 64, 82, 0.6)',\n",
    "        line=dict(\n",
    "            outliercolor='rgba(219, 64, 82, 0.6)',\n",
    "            outlierwidth=2)),\n",
    "    line_color='rgb(8,81,156)'\n",
    "))\n",
    "\n",
    "fig.add_trace(go.Box(\n",
    "    y=[0.75, 5.25, 5.5, 6, 6.2, 6.6, 6.80, 7.0, 7.2, 7.5, 7.5, 7.75, 8.15,\n",
    "        8.15, 8.65, 8.93, 9.2, 9.5, 10, 10.25, 11.5, 12, 16, 20.90, 22.3, 23.25],\n",
    "    name=\"Whiskers and Outliers\",\n",
    "    boxpoints='outliers', # only outliers\n",
    "    marker_color='rgb(107,174,214)',\n",
    "    line_color='rgb(107,174,214)'\n",
    "))\n",
    "\n",
    "\n",
    "fig.update_layout(title_text=\"Box Plot Styling Outliers\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "digital-contractor",
   "metadata": {},
   "source": [
    "### Grouped Box Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "handled-poster",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "x = ['day 1', 'day 1', 'day 1', 'day 1', 'day 1', 'day 1',\n",
    "     'day 2', 'day 2', 'day 2', 'day 2', 'day 2', 'day 2']\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Box(\n",
    "    y=[0.2, 0.2, 0.6, 1.0, 0.5, 0.4, 0.2, 0.7, 0.9, 0.1, 0.5, 0.3],\n",
    "    x=x,\n",
    "    name='kale',\n",
    "    marker_color='#3D9970'\n",
    "))\n",
    "fig.add_trace(go.Box(\n",
    "    y=[0.6, 0.7, 0.3, 0.6, 0.0, 0.5, 0.7, 0.9, 0.5, 0.8, 0.7, 0.2],\n",
    "    x=x,\n",
    "    name='radishes',\n",
    "    marker_color='#FF4136'\n",
    "))\n",
    "fig.add_trace(go.Box(\n",
    "    y=[0.1, 0.3, 0.1, 0.9, 0.6, 0.6, 0.9, 1.0, 0.3, 0.6, 0.8, 0.5],\n",
    "    x=x,\n",
    "    name='carrots',\n",
    "    marker_color='#FF851B'\n",
    "))\n",
    "\n",
    "fig.update_layout(\n",
    "    yaxis_title='normalized moisture',\n",
    "    boxmode='group' # group together boxes of the different traces for each value of x\n",
    ")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "artificial-pierce",
   "metadata": {},
   "source": [
    "### Grouped Horizontal Box Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "deluxe-input",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "y = ['day 1', 'day 1', 'day 1', 'day 1', 'day 1', 'day 1',\n",
    "     'day 2', 'day 2', 'day 2', 'day 2', 'day 2', 'day 2']\n",
    "\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Box(\n",
    "    x=[0.2, 0.2, 0.6, 1.0, 0.5, 0.4, 0.2, 0.7, 0.9, 0.1, 0.5, 0.3],\n",
    "    y=y,\n",
    "    name='kale',\n",
    "    marker_color='#3D9970'\n",
    "))\n",
    "fig.add_trace(go.Box(\n",
    "    x=[0.6, 0.7, 0.3, 0.6, 0.0, 0.5, 0.7, 0.9, 0.5, 0.8, 0.7, 0.2],\n",
    "    y=y,\n",
    "    name='radishes',\n",
    "    marker_color='#FF4136'\n",
    "))\n",
    "fig.add_trace(go.Box(\n",
    "    x=[0.1, 0.3, 0.1, 0.9, 0.6, 0.6, 0.9, 1.0, 0.3, 0.6, 0.8, 0.5],\n",
    "    y=y,\n",
    "    name='carrots',\n",
    "    marker_color='#FF851B'\n",
    "))\n",
    "\n",
    "fig.update_layout(\n",
    "    xaxis=dict(title='normalized moisture', zeroline=False),\n",
    "    boxmode='group'\n",
    ")\n",
    "\n",
    "fig.update_traces(orientation='h') # horizontal box plots\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "latter-glory",
   "metadata": {},
   "source": [
    "### Rainbow Box Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "vietnamese-fortune",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "import numpy as np\n",
    "\n",
    "N = 30     # Number of boxes\n",
    "\n",
    "# generate an array of rainbow colors by fixing the saturation and lightness of the HSL\n",
    "# representation of colour and marching around the hue.\n",
    "# Plotly accepts any CSS color format, see e.g. http://www.w3schools.com/cssref/css_colors_legal.asp.\n",
    "c = ['hsl('+str(h)+',50%'+',50%)' for h in np.linspace(0, 360, N)]\n",
    "\n",
    "# Each box is represented by a dict that contains the data, the type, and the colour.\n",
    "# Use list comprehension to describe N boxes, each with a different colour and with different randomly generated data:\n",
    "fig = go.Figure(data=[go.Box(\n",
    "    y=3.5 * np.sin(np.pi * i/N) + i/N + (1.5 + 0.5 * np.cos(np.pi*i/N)) * np.random.rand(10),\n",
    "    marker_color=c[i]\n",
    "    ) for i in range(int(N))])\n",
    "\n",
    "# format the layout\n",
    "fig.update_layout(\n",
    "    xaxis=dict(showgrid=False, zeroline=False, showticklabels=False),\n",
    "    yaxis=dict(zeroline=False, gridcolor='white'),\n",
    "    paper_bgcolor='rgb(233,233,233)',\n",
    "    plot_bgcolor='rgb(233,233,233)',\n",
    ")\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "demonstrated-pointer",
   "metadata": {},
   "source": [
    "### Fully Styled Box Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "wrong-water",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "x_data = ['Carmelo Anthony', 'Dwyane Wade',\n",
    "          'Deron Williams', 'Brook Lopez',\n",
    "          'Damian Lillard', 'David West',]\n",
    "\n",
    "N = 50\n",
    "\n",
    "y0 = (10 * np.random.randn(N) + 30).astype(np.int)\n",
    "y1 = (13 * np.random.randn(N) + 38).astype(np.int)\n",
    "y2 = (11 * np.random.randn(N) + 33).astype(np.int)\n",
    "y3 = (9 * np.random.randn(N) + 36).astype(np.int)\n",
    "y4 = (15 * np.random.randn(N) + 31).astype(np.int)\n",
    "y5 = (12 * np.random.randn(N) + 40).astype(np.int)\n",
    "\n",
    "y_data = [y0, y1, y2, y3, y4, y5]\n",
    "\n",
    "colors = ['rgba(93, 164, 214, 0.5)', 'rgba(255, 144, 14, 0.5)', 'rgba(44, 160, 101, 0.5)',\n",
    "          'rgba(255, 65, 54, 0.5)', 'rgba(207, 114, 255, 0.5)', 'rgba(127, 96, 0, 0.5)']\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "for xd, yd, cls in zip(x_data, y_data, colors):\n",
    "        fig.add_trace(go.Box(\n",
    "            y=yd,\n",
    "            name=xd,\n",
    "            boxpoints='all',\n",
    "            jitter=0.5,\n",
    "            whiskerwidth=0.2,\n",
    "            fillcolor=cls,\n",
    "            marker_size=2,\n",
    "            line_width=1)\n",
    "        )\n",
    "\n",
    "fig.update_layout(\n",
    "    title='Points Scored by the Top 9 Scoring NBA Players in 2012',\n",
    "    yaxis=dict(\n",
    "        autorange=True,\n",
    "        showgrid=True,\n",
    "        zeroline=True,\n",
    "        dtick=5,\n",
    "        gridcolor='rgb(255, 255, 255)',\n",
    "        gridwidth=1,\n",
    "        zerolinecolor='rgb(255, 255, 255)',\n",
    "        zerolinewidth=2,\n",
    "    ),\n",
    "    margin=dict(\n",
    "        l=40,\n",
    "        r=30,\n",
    "        b=80,\n",
    "        t=100,\n",
    "    ),\n",
    "    paper_bgcolor='rgb(243, 243, 243)',\n",
    "    plot_bgcolor='rgb(243, 243, 243)',\n",
    "    showlegend=False\n",
    ")\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
